{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topic #0:\n",
      "局势 俄乌 全文 演讲稿 黄金 值得一看 介绍 落魄 蓝光 简要 市场 回头 影响 美股 紧张\n",
      "\n",
      "Topic #1:\n",
      "吃瓜 和平 世界 话筒 出师表 说话 冰墩 美国 檄文 补课 借鉴 不要脸 历史 日本 共产主义\n",
      "\n",
      "Topic #2:\n",
      "乌克兰 俄罗斯 美国 局势 俄乌 普京 视频 中国 战争 国家 总统 北约 拜登 新闻 入侵\n",
      "\n",
      "Topic #3:\n",
      "允悲 谢谢 老师 官方 摊手 围观 历史 吃惊 进城 米国 演戏 脑子 鼓掌 戏子 分享\n",
      "\n",
      "Topic #4:\n",
      "思考 学习 毛子 美国 加油 台湾 中国 翻译 关注 乌克兰 回复 赶紧 阅读 唯恐天下 地球\n",
      "\n",
      "Topic #5:\n",
      "微笑 图片 开心 开学 查看 老家伙 有病 晚安 小丑 傻子 有意思 混蛋 老头 蒙古 戈尔巴乔夫\n",
      "\n",
      "Counter({0: 16598, 2: 9325, 4: 2691, 3: 2101, 1: 2028, 5: 1736})\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el1098023404835048325304534394\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el1098023404835048325304534394_data = {\"mdsDat\": {\"x\": [0.15299014031513436, 0.20218855341724853, -0.07064675727420096, -0.09748181923999624, -0.10137258249547274, -0.08567753472271282], \"y\": [-0.2032433650252907, 0.16722799637312075, 0.026116326507120726, -0.0010629021866533643, 0.0023410720258836906, 0.008620872305818908], \"topics\": [1, 2, 3, 4, 5, 6], \"cluster\": [1, 1, 1, 1, 1, 1], \"Freq\": [34.9974611279328, 34.76827574359359, 9.386004375389415, 7.028001153500379, 6.982689593076634, 6.837568006507179]}, \"tinfo\": {\"Term\": [\"\\u5141\\u60b2\", \"\\u4e4c\\u514b\\u5170\", \"\\u548c\\u5e73\", \"\\u4e16\\u754c\", \"\\u5403\\u74dc\", \"\\u5b66\\u4e60\", \"\\u6f14\\u8bb2\\u7a3f\", \"\\u9ec4\\u91d1\", \"\\u503c\\u5f97\\u4e00\\u770b\", \"\\u4ecb\\u7ecd\", \"\\u843d\\u9b44\", \"\\u84dd\\u5149\", \"\\u601d\\u8003\", \"\\u5c40\\u52bf\", \"\\u7b80\\u8981\", \"\\u4fc4\\u7f57\\u65af\", \"\\u5e02\\u573a\", \"\\u7f8e\\u56fd\", \"\\u56de\\u5934\", \"\\u4fc4\\u4e4c\", \"\\u8c22\\u8c22\", \"\\u8001\\u5e08\", \"\\u5168\\u6587\", \"\\u8bdd\\u7b52\", \"\\u6bdb\\u5b50\", \"\\u7f8e\\u80a1\", \"\\u89c6\\u9891\", \"\\u53f0\\u6e7e\", \"\\u666e\\u4eac\", \"\\u52a0\\u6cb9\", \"\\u6f14\\u8bb2\\u7a3f\", \"\\u9ec4\\u91d1\", \"\\u503c\\u5f97\\u4e00\\u770b\", \"\\u843d\\u9b44\", \"\\u4ecb\\u7ecd\", \"\\u84dd\\u5149\", \"\\u7b80\\u8981\", \"\\u5e02\\u573a\", \"\\u56de\\u5934\", \"\\u7f8e\\u80a1\", \"\\u80a1\\u5e02\", \"\\u7f8e\\u5143\", \"\\u6307\\u6570\", \"\\u539f\\u6cb9\", \"\\u4e0b\\u8dcc\", \"\\u6cb9\\u4ef7\", \"\\u4e0a\\u6da8\", \"\\u907f\\u9669\", \"\\u8131\\u4fd7\", \"\\u60c5\\u7eea\", \"\\u52a0\\u606f\", \"\\u7f8e\\u8054\\u50a8\", \"\\u671f\\u8d27\", \"\\u9707\\u8361\", \"\\u884c\\u60c5\", \"\\u70b9\\u51fb\", \"\\u53cd\\u5f39\", \"\\u5927\\u6da8\", \"\\u8dcc\\u5e45\", \"\\u5927\\u8dcc\", \"\\u5168\\u6587\", \"\\u5f71\\u54cd\", \"\\u8d22\\u7ecf\", \"\\u4fc4\\u4e4c\", \"\\u5c40\\u52bf\", \"\\u5168\\u7403\", \"\\u7d27\\u5f20\", \"\\u7d27\\u5f20\\u5c40\\u52bf\", \"\\u5347\\u7ea7\", \"\\u5173\\u6ce8\", \"\\u94fe\\u63a5\", \"\\u4fc4\\u7f57\\u65af\", \"\\u6c11\\u65cf\", \"\\u6253\\u4ed7\", \"\\u653f\\u5e9c\", \"\\u9886\\u571f\", \"\\u516c\\u6c11\", \"\\u8fde\\u65af\\u57fa\", \"\\u987f\\u6d85\\u8328\\u514b\", \"\\u5206\\u88c2\", \"\\u5362\\u7518\\u65af\\u514b\", \"\\u57fa\\u8f85\", \"\\u987f\\u5df4\\u65af\", \"\\u7acb\\u573a\", \"\\u5b89\\u7406\\u4f1a\", \"\\u6df1\\u610f\", \"\\u547c\\u5401\", \"\\u4eba\\u6c11\\u5171\\u548c\\u56fd\", \"\\u6559\\u6388\", \"\\u7f8e\\u519b\", \"\\u7d27\\u6025\\u4f1a\\u8bae\", \"\\u52a8\\u624b\", \"\\u6e32\\u67d3\", \"\\u4e4c\\u4e1c\", \"\\u90e8\\u7f72\", \"\\u5386\\u53f2\\u89c2\", \"\\u91d1\\u707f\\u8363\", \"\\u591a\\u8bfb\", \"\\u9610\\u660e\", \"\\u51e0\\u904d\", \"\\u5929\\u4e0b\", \"\\u5357\\u5c71\", \"\\u76f4\\u64ad\", \"\\u80cc\\u540e\", \"\\u72ec\\u7acb\", \"\\u519b\\u4e8b\", \"\\u6b66\\u5668\", \"\\u5165\\u4fb5\", \"\\u5317\\u7ea6\", \"\\u627f\\u8ba4\", \"\\u4e4c\\u514b\\u5170\", \"\\u65b0\\u95fb\", \"\\u82cf\\u8054\", \"\\u666e\\u4eac\", \"\\u4fc4\\u7f57\\u65af\", \"\\u603b\\u7edf\", \"\\u89c6\\u9891\", \"\\u4e1c\\u90e8\", \"\\u5730\\u533a\", \"\\u7f8e\\u56fd\", \"\\u62dc\\u767b\", \"\\u897f\\u65b9\", \"\\u56fd\\u5bb6\", \"\\u6218\\u4e89\", \"\\u53d1\\u751f\", \"\\u8fb9\\u5883\", \"\\u4e2d\\u56fd\", \"\\u5c40\\u52bf\", \"\\u4fc4\\u4e4c\", \"\\u652f\\u6301\", \"\\u5f00\\u6218\", \"\\u56fd\\u9645\", \"\\u5173\\u7cfb\", \"\\u5173\\u6ce8\", \"\\u7d27\\u5f20\", \"\\u6b27\\u6d32\", \"\\u601d\\u8003\", \"\\u52a0\\u6cb9\", \"\\u7ffb\\u8bd1\", \"\\u552f\\u6050\\u5929\\u4e0b\", \"\\u9605\\u8bfb\", \"\\u5730\\u7403\", \"\\u519b\\u706b\", \"\\u9ec4\\u9c7c\", \"\\u574f\\u5904\", \"\\u725b\\u53d4\", \"\\u5c41\\u4e8b\", \"\\u65e0\\u803b\", \"\\u955c\\u5934\", \"\\u5feb\\u4e50\", \"\\u9020\\u8c23\", \"\\u4e0d\\u884c\", \"\\u4faf\\u5b81\", \"\\u5b9e\\u529b\", \"\\u641e\\u7b11\", \"\\u8d76\\u7d27\", \"\\u7edf\\u4e00\", \"\\u6253\\u5361\", \"\\u9709\\u56fd\", \"\\u5916\\u8499\", \"\\u770b\\u4e0d\\u61c2\", \"\\u63e1\\u624b\", \"\\u4e2d\\u6587\", \"\\u8868\\u6f14\", \"\\u4eba\\u4e8b\", \"\\u5927\\u725b\\u5e02\", \"\\u5634\\u70ae\", \"\\u6bdb\\u5b50\", \"\\u6f14\\u5458\", \"\\u5957\\u8def\", \"\\u53f0\\u6e7e\", \"\\u5b66\\u4e60\", \"\\u56de\\u590d\", \"\\u5927\\u5e1d\", \"\\u6f02\\u4eae\", \"\\u7f8e\\u56fd\", \"\\u4e2d\\u56fd\", \"\\u5173\\u6ce8\", \"\\u5236\\u88c1\", \"\\u4e4c\\u514b\\u5170\", \"\\u4fc4\\u7f57\\u65af\", \"\\u5168\\u6587\", \"\\u5386\\u53f2\", \"\\u62dc\\u767b\", \"\\u5fae\\u7b11\", \"\\u5f00\\u5fc3\", \"\\u5f00\\u5b66\", \"\\u8001\\u5bb6\\u4f19\", \"\\u6709\\u75c5\", \"\\u665a\\u5b89\", \"\\u5c0f\\u4e11\", \"\\u56fe\\u7247\", \"\\u6df7\\u86cb\", \"\\u6709\\u610f\\u601d\", \"\\u8001\\u5934\", \"\\u8499\\u53e4\", \"\\u6208\\u5c14\\u5df4\\u4e54\\u592b\", \"\\u70ae\\u7070\", \"\\u6d41\\u91cf\", \"\\u5b9d\\u6811\", \"\\u7f8e\\u56fd\\u9a7b\\u534e\\u5927\\u4f7f\\u9986\", \"\\u971c\\u53f6\", \"\\u6b63\\u6587\", \"\\u7279\\u5de5\", \"\\u5783\\u573e\", \"\\u4e3b\\u4eba\", \"\\u81ea\\u53e4\\u4ee5\\u6765\", \"\\u5077\\u4e50\", \"\\u798f\\u6c14\", \"\\u52a0\\u76df\", \"\\u606d\\u559c\", \"\\u4e1c\\u5fb7\", \"\\u730e\\u4eba\", \"\\u6d77\\u5cb8\", \"\\u50bb\\u5b50\", \"\\u63a8\\u8350\", \"\\u67e5\\u770b\", \"\\u4e13\\u4e1a\", \"\\u771f\\u6253\", \"\\u6c99\\u59c6\", \"\\u96c4\\u72ee\", \"\\u5141\\u60b2\", \"\\u8c22\\u8c22\", \"\\u8001\\u5e08\", \"\\u5b98\\u65b9\", \"\\u644a\\u624b\", \"\\u56f4\\u89c2\", \"\\u5403\\u60ca\", \"\\u8fdb\\u57ce\", \"\\u7c73\\u56fd\", \"\\u6f14\\u620f\", \"\\u8111\\u5b50\", \"\\u9f13\\u638c\", \"\\u620f\\u5b50\", \"\\u4e4c\\u62c9\", \"\\u5200\\u67b6\", \"\\u5589\\u5499\", \"\\u7a0b\\u8001\", \"\\u6e7f\\u7231\\u5410\\u69fd\", \"\\u9634\\u9669\", \"\\u6ca1\\u4e8b\", \"\\u767d\\u7b49\", \"\\u767e\\u59d3\", \"\\u5e73\\u5b89\", \"\\u9119\\u89c6\", \"\\u65e0\\u4e3a\", \"\\u674e\\u7237\", \"\\u8001\\u5e74\\u75f4\\u5446\", \"\\u4e3b\\u5b50\", \"\\u718a\\u732b\", \"\\u914d\\u56fe\", \"\\u597d\\u5904\", \"\\u5206\\u4eab\", \"\\u5386\\u53f2\", \"\\u7406\\u7531\", \"\\u7f8e\\u56fd\", \"\\u4fe1\\u606f\\u91cf\", \"\\u5403\\u74dc\", \"\\u8bdd\\u7b52\", \"\\u51fa\\u5e08\\u8868\", \"\\u8bf4\\u8bdd\", \"\\u51b0\\u58a9\", \"\\u6a84\\u6587\", \"\\u8865\\u8bfe\", \"\\u501f\\u9274\", \"\\u4e0d\\u8981\\u8138\", \"\\u5171\\u4ea7\\u4e3b\\u4e49\", \"\\u5236\\u52a8\", \"\\u4ee5\\u9759\", \"\\u7f57\\u5ed6\\u592b\", \"\\u6d41\\u6c13\", \"\\u8fd9\\u8d27\", \"\\u6253\\u4e2a\", \"\\u7092\\u80a1\\u7968\", \"\\u6050\\u6016\\u5206\\u5b50\", \"\\u7b97\\u6cd5\", \"\\u888b\\u9f20\", \"\\u5f3a\\u76d7\", \"\\u7f8e\\u56fd\\u4f1a\", \"\\u5996\\u59d0\", \"\\u96ea\\u5bb9\\u878d\", \"\\u62f3\\u5934\", \"\\u751f\\u610f\", \"\\u5c3c\\u739b\", \"\\u51e0\\u628a\", \"\\u53cc\\u6807\", \"\\u6536\\u62fe\", \"\\u548c\\u5e73\", \"\\u4e16\\u754c\", \"\\u6ca1\\u60f3\\u5230\", \"\\u914d\\u5408\", \"\\u65e5\\u672c\", \"\\u8001\\u7f8e\", \"\\u7f8e\\u5e1d\", \"\\u5386\\u53f2\", \"\\u7f8e\\u56fd\", \"\\u4fc4\\u7f57\\u65af\", \"\\u4e2d\\u56fd\", \"\\u6218\\u4e89\"], \"Freq\": [170.0, 436.0, 82.0, 105.0, 55.0, 96.0, 136.0, 136.0, 135.0, 131.0, 130.0, 130.0, 55.0, 506.0, 129.0, 416.0, 127.0, 396.0, 125.0, 470.0, 43.0, 42.0, 158.0, 37.0, 48.0, 96.0, 160.0, 53.0, 215.0, 36.0, 136.24953825602378, 136.07338496100874, 135.23865098436448, 130.44086530375546, 130.82854812621235, 130.2622434735317, 129.33962787143332, 127.05170055712594, 124.77612344929145, 95.49365390844002, 83.66066230615426, 81.0496145189055, 77.5348325118429, 77.07138028295316, 66.19929548649488, 63.874737241738444, 62.340417791575675, 58.71464836441742, 54.233357157423185, 53.415339602056996, 49.99679876576926, 49.58191008562977, 48.94674437959411, 46.33384391502631, 45.55471347538113, 45.538029485464776, 45.2940000209663, 43.738610359613084, 42.85903658241768, 42.603427715496935, 140.74949245563218, 107.7798002266529, 66.03959899600241, 257.42157848428644, 265.82326677706845, 67.56475280513173, 92.67221047637997, 72.65845276970956, 57.79954927527768, 66.48115256028878, 58.13078127169121, 58.93246193207196, 51.59386237234799, 50.77731667809613, 47.73916826879919, 46.448715807853105, 45.034322799462394, 41.43383688412555, 40.67440992550286, 39.85820728765303, 38.93821756306163, 38.83584777030157, 38.39813378852851, 38.454852569540066, 35.63542054282608, 34.42911911969875, 34.318085652931885, 34.32851012816191, 34.1694026089309, 32.43408084904165, 31.01317535936348, 31.21576837689271, 32.881257617041555, 86.47681432716747, 30.56600103103794, 29.77524452853584, 29.73322661403071, 29.689169732057106, 29.514093979847573, 29.49660558710253, 29.702662940976833, 29.089838278658554, 52.395518540571935, 48.95216940658295, 72.34131154426701, 68.03049593710995, 43.271447294607704, 99.72118586127952, 106.83177436839514, 70.89181874158793, 364.0461147255271, 101.86767657503954, 61.38613700350941, 184.90847010419498, 326.9199213813851, 107.51562614461083, 134.35742195860124, 51.41023726859493, 72.28819729412497, 277.5034793398019, 104.35054043959163, 76.51250821702983, 112.77090666611275, 115.57503325308403, 63.60199274688834, 75.75844948245296, 132.30457031878777, 233.80365049538867, 205.58598298143247, 64.77807599441013, 59.08182550981411, 64.72648761194617, 53.078640371028946, 67.08920482156557, 62.83704252481447, 55.07644834689519, 54.54582814240768, 35.66309469221897, 27.747112376800633, 21.20871995371426, 21.228144261894386, 19.60970293577574, 19.242276309901168, 17.824068469872834, 16.313842430854557, 16.050397446733122, 14.22485222883218, 12.984085590684305, 12.948252393893597, 12.776207724632506, 12.269936862746189, 12.05946049432482, 11.938634627933508, 11.727935165989267, 10.70087653114903, 21.56661241594073, 10.349501483404133, 9.801712414758361, 9.754803408911927, 9.632157107543193, 9.616690821127332, 9.46389056707728, 9.287961385095029, 8.637476971153392, 8.221360637460476, 8.051880234335103, 8.102576730359004, 39.741737622449975, 15.548739728355992, 11.937396145052682, 30.740731356037386, 45.34681316551777, 22.558410941471493, 13.810764385970577, 11.931941304652467, 37.673043776455366, 28.71003351922494, 25.255465964832783, 18.95738074024654, 22.664015368291597, 19.36508762457375, 15.447444168646122, 13.41812170658768, 12.79290120294069, 29.11785323387712, 18.40462394016218, 16.11398151991359, 14.068984338511124, 11.085599820244052, 9.530269162254573, 9.423651545400551, 27.61656861346309, 8.594815164230717, 9.04024115534298, 8.447936078899266, 8.425669684607506, 7.869170282433557, 7.525122034469935, 7.215370524221681, 7.11714043256569, 7.121958853961434, 6.688883203308073, 6.696818223038603, 6.630400512096465, 6.2200399477579404, 6.189353200435945, 6.0851649666203995, 5.890762862473881, 5.704497052035795, 5.844167525695637, 5.681733321526221, 5.669834919313569, 5.657321832798669, 5.464959201776636, 9.393233864502047, 6.648314757523755, 14.212285679847405, 6.851987838146592, 5.957475513854849, 5.933857902419785, 5.933857901796848, 170.09192089856282, 42.49320122248047, 41.79919992366189, 26.438932801591694, 23.613684395795666, 20.871915836024655, 19.609134986886392, 18.12053052093763, 13.413542931314284, 13.148066654237672, 13.068365784866453, 12.92513684954303, 11.23346412149921, 10.156532075416072, 9.77367702959192, 9.6225200596549, 8.884310537235669, 8.884310537219347, 7.854214011380235, 7.746542501954249, 7.551961015525361, 7.408164954826882, 7.385710001783883, 7.152655704480569, 6.569659406203594, 6.569659406201332, 6.3822578322808665, 5.871367253572807, 5.572964961152686, 5.412602203714813, 5.515800852480083, 10.803941730855522, 20.673925947902738, 9.628488233911336, 10.354798536937283, 7.287548749459946, 55.31698093733311, 37.33144593346645, 23.868220836140885, 17.86607834411246, 16.534819863192837, 14.276417054723654, 12.729737166194301, 12.463205869129597, 12.337998042994306, 10.576748958893411, 8.959796851515991, 8.959796851252548, 8.78578974807463, 8.58127482231728, 7.003226775537281, 6.502214007976528, 6.257850018194323, 6.2366849012451295, 6.134572193141485, 6.019434125446748, 5.773541666231931, 5.710834961044311, 5.52259728897084, 5.486261486411534, 5.4686178778486125, 5.304741299394625, 5.224854169078674, 5.1598559547662335, 5.167749627440119, 4.987858858538291, 48.309147021344025, 45.75625443589024, 8.690893757253544, 9.914222925576961, 11.685336352385084, 6.907282394123603, 8.963523117460925, 11.776837078803844, 14.390862653729975, 9.22929399301566, 6.67520628698415, 6.47748632897473], \"Total\": [170.0, 436.0, 82.0, 105.0, 55.0, 96.0, 136.0, 136.0, 135.0, 131.0, 130.0, 130.0, 55.0, 506.0, 129.0, 416.0, 127.0, 396.0, 125.0, 470.0, 43.0, 42.0, 158.0, 37.0, 48.0, 96.0, 160.0, 53.0, 215.0, 36.0, 136.75574712471322, 136.58012895695813, 135.74917744317813, 130.94676058991047, 131.33625683789072, 130.76801503010375, 129.84541215332732, 127.55934074325233, 125.2823303469422, 96.0018626522876, 84.16840972994974, 81.55825301104423, 78.04091322717294, 77.5780100238951, 66.7053422845497, 64.38175047748663, 62.8463791853717, 59.22087230053882, 54.73953101933705, 53.92541143461377, 50.50324570792136, 50.08797876766686, 49.45326029380876, 46.83963700206356, 46.060952486463876, 46.04435560830623, 45.79990456244983, 44.24460359665678, 43.36496375289309, 43.10955321866887, 158.99612105514504, 119.35594300260401, 70.67208392500926, 470.7527432901421, 506.65574238734865, 79.93574262786093, 155.89299790234347, 120.50215318583155, 87.14401824018205, 159.10915666177678, 99.14889338815212, 416.9712541960049, 52.10461411111415, 51.29063874568848, 48.25545528223211, 46.962831088290024, 45.543879779558125, 41.948668453527844, 41.18421003746145, 40.373953949271645, 39.44936793601024, 39.345787956991344, 38.907448447808896, 38.9659616284845, 36.144734869043475, 34.93780800495771, 34.82797752837148, 34.83955754409978, 34.67872471243268, 32.94700117696853, 31.52308303799232, 31.72957424393369, 33.424768892686885, 87.9084840788259, 31.077095244029945, 30.283973100840267, 30.24202593675895, 30.197757707667964, 30.022692968294237, 30.00533238268096, 30.215574993157567, 29.598630597534076, 53.63781257752309, 50.075324509621915, 75.19797660569883, 70.5936079516928, 44.377145332131846, 105.60276773620787, 114.18724051107203, 75.0872030910945, 436.7076754901605, 111.77538796587284, 65.41902333310307, 215.68812425431489, 416.9712541960049, 122.25665808781243, 160.48107480530658, 54.58879668751567, 81.91261023778526, 396.6401117835062, 126.99352999272845, 88.04988404906122, 140.03015948158068, 149.00656730339622, 71.59062133554075, 90.07008566815637, 208.05451483424733, 506.65574238734865, 470.7527432901421, 81.82005658214847, 73.52697222886587, 109.35815880837285, 60.798892981065435, 159.10915666177678, 155.89299790234347, 111.48753974764429, 55.080845726741344, 36.19676315859577, 28.280688109388308, 21.741286184425103, 21.76157690444337, 20.143772302220583, 19.781746048745187, 18.355365670674892, 16.845404164419914, 16.581659805662095, 14.75754385695927, 13.519160816415484, 13.481944693498793, 13.313919638068691, 12.808234584898473, 12.595589971823522, 12.473814638029511, 12.274403233757543, 11.237587790355633, 22.702713376089797, 10.897984557008257, 10.333014196064571, 10.288242545750315, 10.164470351841002, 10.151866386583805, 9.996221282974806, 9.821426431349918, 9.174197816311178, 8.752900086128946, 8.583626066169472, 8.639238563013683, 48.18868449814264, 19.85352580604438, 14.224984972391287, 53.18322114587206, 96.90216254790548, 38.9832125587714, 20.8139692532938, 17.239021931476657, 396.6401117835062, 208.05451483424733, 159.10915666177678, 83.89134756489543, 436.7076754901605, 416.9712541960049, 158.99612105514504, 120.9832640839318, 126.99352999272845, 29.655952865852445, 18.945163517391695, 16.65186750922092, 14.605632779358334, 11.62301410302234, 10.067614566142039, 9.963116472879422, 29.31416352259467, 9.132720074793864, 9.616678749597853, 8.987295790013146, 8.972292342599806, 8.410551609187154, 8.067930347938946, 7.755099355374334, 7.653617018878337, 7.662869826108346, 7.225349381510716, 7.239466029198434, 7.167948597787481, 6.760451308163426, 6.731781375720988, 6.624590535123838, 6.428606858441258, 6.241915387364136, 6.397763482827124, 6.2199791141757395, 6.208705944681414, 6.195692234763808, 6.0023520455086645, 12.144326746265316, 8.001194291326714, 55.461758318771935, 10.470541606397985, 8.838381994973075, 16.497266350179913, 16.497266350361937, 170.63454661418103, 43.03584846907628, 42.34128509887791, 26.98557003427575, 24.15488058456241, 21.415402550085922, 20.149137369287793, 18.659983848545956, 13.965498384506335, 13.690342660181964, 13.609997151635381, 13.465727804839723, 11.774340513387582, 10.696281947373866, 10.3129809617956, 10.161539602405444, 9.423136837358655, 9.423136837363467, 8.396907609216536, 8.287552332490034, 8.092438158388454, 7.95866869491081, 7.939679579222047, 7.6927003926522834, 7.108523090095281, 7.108523090095469, 6.921620990578153, 6.412888033618675, 6.112894758662749, 5.952102180291246, 6.071814986521324, 20.106064358646496, 120.9832640839318, 22.833227122063168, 396.6401117835062, 50.687223264696456, 55.85887653537126, 37.87174038060511, 24.407665380679045, 18.411940440098622, 17.074349664302925, 14.81678922670934, 13.269365801651322, 13.004674356917315, 12.880593694982004, 11.116959683572647, 9.498888290012895, 9.498888290097389, 9.324881941304042, 9.123065018764557, 7.544612777433857, 7.043197904993934, 6.796966842199388, 6.777699493538609, 6.673762653129915, 6.559562040630477, 6.315047899740733, 6.266882276851939, 6.0619917462644, 6.025291972740555, 6.01019444968701, 5.849371575574304, 5.766345135889301, 5.698965738632207, 5.709346067026844, 5.533589286442665, 82.4383027147125, 105.56997629706756, 11.617775963144254, 20.56246880039855, 54.58396650693444, 12.30101938910343, 28.030750375409113, 120.9832640839318, 396.6401117835062, 416.9712541960049, 208.05451483424733, 149.00656730339622], \"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\"], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -5.3178, -5.3191, -5.3252, -5.3614, -5.3584, -5.3627, -5.3698, -5.3877, -5.4058, -5.6732, -5.8055, -5.8372, -5.8816, -5.8876, -6.0396, -6.0754, -6.0997, -6.1596, -6.239, -6.2542, -6.3203, -6.3287, -6.3416, -6.3964, -6.4134, -6.4137, -6.4191, -6.4541, -6.4744, -6.4804, -5.2853, -5.5522, -6.042, -4.6816, -4.6495, -6.0192, -5.7032, -5.9465, -6.1753, -6.0354, -6.1696, -6.1559, -6.2823, -6.2983, -6.36, -6.3874, -6.4183, -6.5016, -6.5201, -6.5404, -6.5637, -6.5664, -6.5777, -6.5762, -6.6524, -6.6868, -6.69, -6.6897, -6.6944, -6.7465, -6.7913, -6.7848, -6.7328, -5.7658, -6.8058, -6.832, -6.8335, -6.8349, -6.8408, -6.8414, -6.8345, -6.8553, -6.2669, -6.3349, -5.9443, -6.0058, -6.4582, -5.6233, -5.5545, -5.9646, -4.3284, -5.602, -6.1085, -5.0059, -4.436, -5.5481, -5.3252, -6.2859, -5.9451, -4.5999, -5.578, -5.8883, -5.5004, -5.4758, -6.0731, -5.8982, -5.3406, -4.7712, -4.8999, -6.0547, -6.1468, -6.0555, -6.2539, -6.0197, -6.0852, -6.217, -4.9172, -5.3421, -5.5931, -5.8618, -5.8609, -5.9402, -5.9591, -6.0357, -6.1242, -6.1405, -6.2612, -6.3525, -6.3553, -6.3686, -6.4091, -6.4264, -6.4365, -6.4543, -6.5459, -5.8451, -6.5793, -6.6337, -6.6385, -6.6511, -6.6527, -6.6687, -6.6875, -6.7601, -6.8095, -6.8303, -6.824, -5.2338, -6.1723, -6.4366, -5.4906, -5.1019, -5.8001, -6.2908, -6.437, -5.2873, -5.559, -5.6872, -5.974, -5.7955, -5.9528, -6.1788, -6.3196, -6.3673, -5.2556, -5.7143, -5.8472, -5.9829, -6.2213, -6.3724, -6.3837, -5.3085, -6.4758, -6.4252, -6.493, -6.4956, -6.564, -6.6087, -6.6507, -6.6644, -6.6637, -6.7265, -6.7253, -6.7352, -6.7991, -6.8041, -6.8211, -6.8535, -6.8857, -6.8615, -6.8897, -6.8918, -6.894, -6.9286, -6.3869, -6.7326, -5.9728, -6.7024, -6.8423, -6.8462, -6.8462, -3.4841, -4.8711, -4.8876, -5.3456, -5.4586, -5.582, -5.6445, -5.7234, -6.0242, -6.0442, -6.0503, -6.0613, -6.2015, -6.3023, -6.3408, -6.3563, -6.4362, -6.4362, -6.5594, -6.5732, -6.5986, -6.6179, -6.6209, -6.653, -6.738, -6.738, -6.7669, -6.8504, -6.9025, -6.9317, -6.9128, -6.2405, -5.5916, -6.3557, -6.283, -6.6343, -4.5864, -4.9796, -5.4269, -5.7165, -5.794, -5.9408, -6.0555, -6.0767, -6.0868, -6.2408, -6.4067, -6.4067, -6.4263, -6.4499, -6.6531, -6.7273, -6.7656, -6.769, -6.7855, -6.8045, -6.8462, -6.8571, -6.8906, -6.8972, -6.9004, -6.9308, -6.946, -6.9585, -6.957, -6.9924, -4.7218, -4.7761, -6.4372, -6.3055, -6.1411, -6.6669, -6.4063, -6.1333, -5.9329, -6.3771, -6.701, -6.7311], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 1.0462, 1.0462, 1.0461, 1.046, 1.046, 1.046, 1.046, 1.0459, 1.0458, 1.0446, 1.0438, 1.0436, 1.0434, 1.0433, 1.0423, 1.042, 1.0418, 1.0413, 1.0406, 1.0404, 1.0398, 1.0397, 1.0396, 1.039, 1.0388, 1.0388, 1.0388, 1.0384, 1.0382, 1.0381, 0.928, 0.9479, 0.9821, 0.4463, 0.4049, 0.8818, 0.5298, 0.544, 0.6393, 0.1772, 0.516, -0.9067, 1.0466, 1.0464, 1.0457, 1.0455, 1.0452, 1.0441, 1.044, 1.0436, 1.0434, 1.0434, 1.0433, 1.0433, 1.0423, 1.0418, 1.0417, 1.0417, 1.0417, 1.0408, 1.0402, 1.0401, 1.0401, 1.04, 1.0399, 1.0395, 1.0395, 1.0395, 1.0394, 1.0394, 1.0393, 1.0391, 1.033, 1.0338, 1.0177, 1.0195, 1.0312, 0.9992, 0.9899, 0.999, 0.8745, 0.9636, 0.9928, 0.9025, 0.8132, 0.928, 0.8788, 0.9965, 0.9315, 0.6993, 0.8601, 0.916, 0.84, 0.8024, 0.9381, 0.8834, 0.6038, 0.2831, 0.228, 0.8229, 0.8377, 0.532, 0.9207, 0.1929, 0.1478, 0.3513, 2.3562, 2.3511, 2.3469, 2.3411, 2.3411, 2.3391, 2.3383, 2.3366, 2.3339, 2.3334, 2.3292, 2.3256, 2.3256, 2.3247, 2.323, 2.3225, 2.3221, 2.3204, 2.317, 2.3146, 2.3143, 2.3132, 2.3127, 2.3122, 2.3118, 2.3112, 2.3101, 2.3057, 2.3033, 2.302, 2.3018, 2.1732, 2.1215, 2.1906, 1.8178, 1.6066, 1.8189, 1.9558, 1.998, 0.0119, 0.3854, 0.5254, 0.8786, -0.5925, -0.7036, 0.0345, 0.1669, 0.0707, 2.637, 2.6263, 2.6224, 2.6178, 2.6079, 2.6004, 2.5996, 2.5956, 2.5946, 2.5935, 2.5934, 2.5924, 2.5887, 2.5856, 2.5831, 2.5826, 2.5821, 2.5781, 2.5774, 2.5773, 2.572, 2.5713, 2.5703, 2.5679, 2.5652, 2.5648, 2.5648, 2.5645, 2.5644, 2.5615, 2.3984, 2.47, 1.2937, 2.2312, 2.2608, 1.6327, 1.6327, 2.6586, 2.649, 2.6489, 2.6413, 2.6391, 2.636, 2.6346, 2.6324, 2.6214, 2.6213, 2.6211, 2.6208, 2.6147, 2.61, 2.608, 2.6072, 2.6029, 2.6029, 2.5949, 2.5942, 2.5926, 2.5901, 2.5894, 2.5889, 2.5829, 2.5829, 2.5806, 2.5735, 2.5693, 2.5667, 2.5657, 2.0406, 0.895, 1.7982, -0.9838, 0.7222, 2.673, 2.6684, 2.6604, 2.6526, 2.6506, 2.6456, 2.6412, 2.6402, 2.6397, 2.6329, 2.6243, 2.6243, 2.6232, 2.6215, 2.6083, 2.6028, 2.6001, 2.5995, 2.5985, 2.5968, 2.5931, 2.5898, 2.5895, 2.589, 2.5883, 2.585, 2.5841, 2.5834, 2.5831, 2.5789, 2.1483, 1.8467, 2.3925, 1.9532, 1.1413, 2.1056, 1.5426, 0.3532, -0.6337, -1.1279, -0.7567, -0.4529]}, \"token.table\": {\"Topic\": [1, 1, 3, 6, 1, 4, 1, 2, 3, 6, 4, 1, 2, 1, 2, 3, 5, 6, 3, 4, 5, 1, 2, 1, 2, 3, 6, 5, 3, 2, 1, 6, 3, 1, 2, 3, 1, 2, 3, 4, 6, 2, 5, 6, 1, 4, 2, 4, 5, 1, 2, 1, 3, 4, 1, 2, 2, 6, 1, 2, 3, 1, 2, 2, 4, 3, 6, 6, 2, 6, 5, 1, 5, 2, 6, 1, 2, 3, 1, 3, 4, 2, 1, 2, 3, 1, 2, 2, 2, 1, 2, 3, 4, 5, 6, 2, 1, 6, 1, 1, 2, 2, 3, 5, 6, 2, 1, 2, 6, 3, 5, 3, 2, 3, 5, 1, 5, 1, 2, 3, 6, 1, 2, 2, 4, 1, 2, 3, 3, 4, 2, 3, 2, 2, 3, 6, 1, 3, 1, 2, 3, 6, 5, 6, 1, 3, 2, 5, 4, 3, 4, 6, 1, 2, 3, 3, 1, 5, 4, 4, 1, 2, 3, 6, 1, 2, 4, 3, 3, 1, 2, 3, 6, 4, 1, 4, 5, 1, 2, 3, 6, 6, 2, 3, 1, 2, 1, 2, 3, 6, 1, 1, 4, 3, 3, 5, 1, 2, 3, 6, 2, 2, 1, 2, 5, 3, 1, 2, 5, 6, 4, 1, 2, 3, 4, 6, 4, 4, 1, 5, 1, 4, 6, 1, 2, 3, 6, 4, 1, 2, 2, 3, 2, 2, 4, 5, 1, 6, 1, 6, 4, 4, 2, 4, 2, 5, 1, 3, 1, 3, 5, 1, 6, 4, 1, 5, 3, 4, 1, 2, 4, 1, 2, 5, 6, 5, 5, 1, 2, 3, 1, 4, 4, 5, 2, 1, 6, 5, 1, 2, 1, 2, 2, 3, 6, 1, 2, 1, 2, 3, 5, 6, 6, 4, 2, 6, 1, 1, 3, 4, 4, 5, 5, 1, 6, 1, 1, 2, 5, 1, 4, 2, 3, 4, 1, 4, 1, 1, 6, 3, 6, 1, 2, 3, 1, 2, 6, 6, 5, 1, 2, 1, 3, 1, 1, 2, 3, 6, 5, 2, 3, 1, 2, 5, 1, 2, 6, 5, 2, 1, 2, 3, 3, 2, 5, 2, 4, 6, 1, 3, 4, 2, 2, 2, 1, 3, 5], \"Freq\": [0.9865325704305856, 0.9894260000714654, 0.952714404553033, 0.9316340755841819, 0.2865181298899439, 0.6685423030765358, 0.10419629127363506, 0.3788956046314002, 0.07577912092628004, 0.43572994532611026, 0.9663849525906121, 0.05495633137277219, 0.9342576333371273, 0.18745087089828588, 0.6344491015018907, 0.13938654502693051, 0.004806432587135536, 0.033645028109948745, 0.9163638360383242, 0.8912945422796632, 0.9356158985695421, 0.01137546632135436, 0.9782901036364751, 0.10075389664405238, 0.833509508600797, 0.05266680960939102, 0.011449306436824134, 0.9349043012516312, 0.9139827852802643, 0.975902175478633, 0.9974397257392088, 0.9474792970649544, 0.9620152574189318, 0.5459341526165075, 0.4375970250544768, 0.014869801822239502, 0.1414965645863587, 0.7842267223684626, 0.045566690290522294, 0.00479649371479182, 0.02158422171656319, 0.8483400200371483, 0.13810186372697764, 0.9227451353764258, 0.9944811640314232, 0.9333281894694705, 0.16468595104418202, 0.7410867796988191, 0.9962812535516867, 0.04734724389506372, 0.9469448779012745, 0.8868140874398854, 0.0943419241957325, 0.012578923226097665, 0.8506832834039271, 0.15012057942422244, 0.9880581148951162, 0.9894791663456802, 0.4148095646078888, 0.4210945580110387, 0.15712483507874578, 0.11513367524931754, 0.8717263983162614, 0.9632600170617769, 0.028331176972405205, 0.9604814435076232, 0.9956455346314965, 0.8773521774496641, 0.9664948759820692, 0.9832976495571858, 0.9696517463810865, 0.447626141021955, 0.5470986168046117, 0.9907377427105232, 0.9474792970733823, 0.2741641500299897, 0.48872739787954683, 0.22648342828564366, 0.9900353788975899, 0.9945640675732895, 0.9378277293471694, 0.9770064912209411, 0.01751509180052453, 0.9370574113280623, 0.05254527540157358, 0.6655649024600089, 0.33278245123000444, 0.9797750576479728, 0.9886089952888688, 0.19837454528710738, 0.40501469662784423, 0.10745287869718316, 0.024796818160888422, 0.17357772712621894, 0.09918727264355369, 0.9906229905866484, 0.9925493058700904, 0.8757570378990466, 0.9825347984872079, 0.1117464809043143, 0.8939718472345144, 0.41366430099557033, 0.5828906059483037, 0.9925983248535932, 0.9846241709707965, 0.976226654915664, 0.02426056740786181, 0.38816907852578897, 0.5822536177886835, 0.9659042166071968, 0.9841028418206229, 0.9260075343039615, 0.3847810125290696, 0.5899975525445733, 0.02565206750193797, 0.9977464471952242, 0.9806026270524504, 0.10711978087815485, 0.8069690159487665, 0.06427186852689291, 0.02142395617563097, 0.40234766641509334, 0.5943772344768424, 0.03411320262402246, 0.9551696734726289, 0.10987319258748775, 0.878985540699902, 0.9928626922473337, 0.9498139577911976, 0.887514712627963, 0.9912115635511145, 0.9838190927664802, 0.9934512453016421, 0.19217862538962877, 0.6726251888637007, 0.09608931269481438, 0.9944715608961798, 0.932007049040765, 0.9974587252594993, 0.9928654346903415, 0.8435861284416347, 0.1405976880736058, 0.9881724020444062, 0.9897736999885225, 0.5263040437801082, 0.46438592098244835, 0.9959956859673237, 0.9634778871439837, 0.9146002449213056, 0.9776442708837471, 0.90333180631772, 0.8671003698478563, 0.525011319809808, 0.4618520632913349, 0.013816087363416, 0.9486673484218018, 0.9956150546091472, 0.8816476698025489, 0.9608531890576266, 0.950110564286023, 0.13600451231519786, 0.8024266226596674, 0.05440180492607915, 0.9501115581793659, 0.9048564929661169, 0.09216130946877116, 0.9778812412867116, 0.9764216964949153, 0.9985322351958351, 0.0981541634434408, 0.8833874709909673, 0.0245385408608602, 0.8852561264659174, 0.9646334641744386, 0.9828390473063732, 0.9511861256830416, 0.9342349142606207, 0.12751115835930638, 0.7784891773515548, 0.05368890878286584, 0.04026668158714938, 0.9938667199791014, 0.9943334933470113, 0.9677718243925957, 0.0532713942633776, 0.9455672481749524, 0.07874416909721772, 0.8189393586110644, 0.10236741982638305, 0.8319198391759826, 0.9994757464324663, 0.12498134198340852, 0.8748693938838596, 0.9003402130891667, 0.9788577589080517, 0.9935880211032219, 0.12221942171305958, 0.7944262411348872, 0.08555359519914171, 0.9035726616447731, 0.9947061885389324, 0.980428210147262, 0.08946513344291135, 0.9125443611176957, 0.9847333843162874, 0.9615981477352427, 0.32976716702538006, 0.34808756519345674, 0.10992238900846002, 0.21984477801692004, 0.9932839536418656, 0.0649085342477771, 0.857719916845626, 0.03245426712388855, 0.018545295499364886, 0.023181619374206108, 0.9358740407519965, 0.9463982322055053, 0.9908345720562026, 0.9847333843162615, 0.73924810973984, 0.25242618381360393, 0.9448740739837912, 0.48435906041366394, 0.4933286726435466, 0.01793922445976533, 0.008969612229882665, 0.9669221420153624, 0.022534121843928907, 0.968967239288943, 0.1660140774398676, 0.830070387199338, 0.9979922294234622, 0.6061610322422262, 0.3636966193453357, 0.9653031050720814, 0.25822498295001334, 0.7746749488500401, 0.9940705172715034, 0.9865105621289081, 0.9026318915113518, 0.8330067883541274, 0.9731577892687305, 0.9854676291721489, 0.987291792680732, 0.9550959680766072, 0.2900396565347203, 0.6960951756833287, 0.20147554842788706, 0.8059021937115483, 0.9495744790822651, 0.9944737450483596, 0.8827466926495257, 0.9915802014879442, 0.9990366765324384, 0.9815317025533994, 0.9649214968538025, 0.9765695030459173, 0.02659646030752949, 0.9574725710710617, 0.9684147908984592, 0.13138747247432125, 0.4379582415810709, 0.4379582415810709, 0.854792679076656, 0.9885772178199923, 0.8795440881307406, 0.01864356415643709, 0.9694653361347286, 0.9850405451765496, 0.2262857614818551, 0.6788572844455654, 0.9612434048923734, 0.9550959680770951, 0.9752101170325443, 0.9934890872206634, 0.8990430603920372, 0.9308654544274996, 0.5965630352317574, 0.4041233464473195, 0.6057983037649424, 0.39003452434181224, 0.9834063490121862, 0.9176008598368968, 0.9651596724388546, 0.9931551622253528, 0.9712568323932763, 0.14370709947538463, 0.7008872570904724, 0.09580473298358974, 0.025211771837786775, 0.03529648057290149, 0.9574138678433891, 0.913495878026028, 0.677827020166694, 0.3210759569210656, 0.998243515313825, 0.989564133188579, 0.9900749193830567, 0.8901453993413405, 0.9585343005327195, 0.9919396613002907, 0.866848966183979, 0.4064703779289327, 0.5690585291005058, 0.997999133754694, 0.019969915518128118, 0.9785258603882778, 0.9551802145996714, 0.9864900008172192, 0.9057163560808423, 0.9324504844622623, 0.015286073515774792, 0.04585822054732438, 0.9927698815484602, 0.8916338985095893, 0.9941268892861381, 0.9986766993912731, 0.9797001751494558, 0.9810122018514289, 0.914695213313861, 0.0908575869962806, 0.8745042748392009, 0.0454287934981403, 0.16201287305398995, 0.8349894226628714, 0.9769817713196105, 0.9776264516258442, 0.9759305670522427, 0.9338906727305955, 0.05659943471094518, 0.04404759833920059, 0.969047163462413, 0.9915839027337192, 0.11102465292242338, 0.8437873622104176, 0.04440986116896935, 0.9278143499872109, 0.9646310600318454, 0.9773850162948841, 0.9368972687421402, 0.9962703639450307, 0.997519226188144, 0.9099535459207642, 0.24316146317523354, 0.24316146317523354, 0.4863229263504671, 0.8400393421598388, 0.9919970329611824, 0.5849787931867201, 0.4135194917354401, 0.9642525834028087, 0.9650035974972077, 0.9992441394808187, 0.9527316927030511, 0.6061610322355381, 0.36369661934132286, 0.8298353046824701, 0.9820742205575468, 0.9719833057523146, 0.9688112823876208, 0.9766767422688701, 0.9955271683663742, 0.9794980186249865, 0.9957524644222516, 0.9806396844905881, 0.9654138408566126], \"Term\": [\"\\u4e0a\\u6da8\", \"\\u4e0b\\u8dcc\", \"\\u4e0d\\u884c\", \"\\u4e0d\\u8981\\u8138\", \"\\u4e13\\u4e1a\", \"\\u4e13\\u4e1a\", \"\\u4e16\\u754c\", \"\\u4e16\\u754c\", \"\\u4e16\\u754c\", \"\\u4e16\\u754c\", \"\\u4e1c\\u5fb7\", \"\\u4e1c\\u90e8\", \"\\u4e1c\\u90e8\", \"\\u4e2d\\u56fd\", \"\\u4e2d\\u56fd\", \"\\u4e2d\\u56fd\", \"\\u4e2d\\u56fd\", \"\\u4e2d\\u56fd\", \"\\u4e2d\\u6587\", \"\\u4e3b\\u4eba\", \"\\u4e3b\\u5b50\", \"\\u4e4c\\u4e1c\", \"\\u4e4c\\u4e1c\", \"\\u4e4c\\u514b\\u5170\", \"\\u4e4c\\u514b\\u5170\", \"\\u4e4c\\u514b\\u5170\", \"\\u4e4c\\u514b\\u5170\", \"\\u4e4c\\u62c9\", \"\\u4eba\\u4e8b\", \"\\u4eba\\u6c11\\u5171\\u548c\\u56fd\", \"\\u4ecb\\u7ecd\", \"\\u4ee5\\u9759\", \"\\u4faf\\u5b81\", \"\\u4fc4\\u4e4c\", \"\\u4fc4\\u4e4c\", \"\\u4fc4\\u4e4c\", \"\\u4fc4\\u7f57\\u65af\", \"\\u4fc4\\u7f57\\u65af\", \"\\u4fc4\\u7f57\\u65af\", \"\\u4fc4\\u7f57\\u65af\", \"\\u4fc4\\u7f57\\u65af\", \"\\u4fe1\\u606f\\u91cf\", \"\\u4fe1\\u606f\\u91cf\", \"\\u501f\\u9274\", \"\\u503c\\u5f97\\u4e00\\u770b\", \"\\u5077\\u4e50\", \"\\u50bb\\u5b50\", \"\\u50bb\\u5b50\", \"\\u5141\\u60b2\", \"\\u5165\\u4fb5\", \"\\u5165\\u4fb5\", \"\\u5168\\u6587\", \"\\u5168\\u6587\", \"\\u5168\\u6587\", \"\\u5168\\u7403\", \"\\u5168\\u7403\", \"\\u516c\\u6c11\", \"\\u5171\\u4ea7\\u4e3b\\u4e49\", \"\\u5173\\u6ce8\", \"\\u5173\\u6ce8\", \"\\u5173\\u6ce8\", \"\\u5173\\u7cfb\", \"\\u5173\\u7cfb\", \"\\u519b\\u4e8b\", \"\\u519b\\u4e8b\", \"\\u519b\\u706b\", \"\\u51b0\\u58a9\", \"\\u51e0\\u628a\", \"\\u51e0\\u904d\", \"\\u51fa\\u5e08\\u8868\", \"\\u5200\\u67b6\", \"\\u5206\\u4eab\", \"\\u5206\\u4eab\", \"\\u5206\\u88c2\", \"\\u5236\\u52a8\", \"\\u5236\\u88c1\", \"\\u5236\\u88c1\", \"\\u5236\\u88c1\", \"\\u52a0\\u606f\", \"\\u52a0\\u6cb9\", \"\\u52a0\\u76df\", \"\\u52a8\\u624b\", \"\\u5317\\u7ea6\", \"\\u5317\\u7ea6\", \"\\u5317\\u7ea6\", \"\\u5347\\u7ea7\", \"\\u5347\\u7ea7\", \"\\u5357\\u5c71\", \"\\u5362\\u7518\\u65af\\u514b\", \"\\u5386\\u53f2\", \"\\u5386\\u53f2\", \"\\u5386\\u53f2\", \"\\u5386\\u53f2\", \"\\u5386\\u53f2\", \"\\u5386\\u53f2\", \"\\u5386\\u53f2\\u89c2\", \"\\u539f\\u6cb9\", \"\\u53cc\\u6807\", \"\\u53cd\\u5f39\", \"\\u53d1\\u751f\", \"\\u53d1\\u751f\", \"\\u53f0\\u6e7e\", \"\\u53f0\\u6e7e\", \"\\u5403\\u60ca\", \"\\u5403\\u74dc\", \"\\u547c\\u5401\", \"\\u548c\\u5e73\", \"\\u548c\\u5e73\", \"\\u548c\\u5e73\", \"\\u552f\\u6050\\u5929\\u4e0b\", \"\\u5589\\u5499\", \"\\u5634\\u70ae\", \"\\u56de\\u590d\", \"\\u56de\\u590d\", \"\\u56de\\u590d\", \"\\u56de\\u5934\", \"\\u56f4\\u89c2\", \"\\u56fd\\u5bb6\", \"\\u56fd\\u5bb6\", \"\\u56fd\\u5bb6\", \"\\u56fd\\u5bb6\", \"\\u56fd\\u9645\", \"\\u56fd\\u9645\", \"\\u56fe\\u7247\", \"\\u56fe\\u7247\", \"\\u5730\\u533a\", \"\\u5730\\u533a\", \"\\u5730\\u7403\", \"\\u574f\\u5904\", \"\\u5783\\u573e\", \"\\u57fa\\u8f85\", \"\\u5916\\u8499\", \"\\u591a\\u8bfb\", \"\\u5927\\u5e1d\", \"\\u5927\\u5e1d\", \"\\u5927\\u5e1d\", \"\\u5927\\u6da8\", \"\\u5927\\u725b\\u5e02\", \"\\u5927\\u8dcc\", \"\\u5929\\u4e0b\", \"\\u5957\\u8def\", \"\\u5957\\u8def\", \"\\u597d\\u5904\", \"\\u5996\\u59d0\", \"\\u5b66\\u4e60\", \"\\u5b66\\u4e60\", \"\\u5b89\\u7406\\u4f1a\", \"\\u5b98\\u65b9\", \"\\u5b9d\\u6811\", \"\\u5b9e\\u529b\", \"\\u5c0f\\u4e11\", \"\\u5c3c\\u739b\", \"\\u5c40\\u52bf\", \"\\u5c40\\u52bf\", \"\\u5c40\\u52bf\", \"\\u5c41\\u4e8b\", \"\\u5e02\\u573a\", \"\\u5e73\\u5b89\", \"\\u5f00\\u5b66\", \"\\u5f00\\u5fc3\", \"\\u5f00\\u6218\", \"\\u5f00\\u6218\", \"\\u5f00\\u6218\", \"\\u5f3a\\u76d7\", \"\\u5f71\\u54cd\", \"\\u5f71\\u54cd\", \"\\u5fae\\u7b11\", \"\\u5feb\\u4e50\", \"\\u601d\\u8003\", \"\\u603b\\u7edf\", \"\\u603b\\u7edf\", \"\\u603b\\u7edf\", \"\\u6050\\u6016\\u5206\\u5b50\", \"\\u606d\\u559c\", \"\\u60c5\\u7eea\", \"\\u6208\\u5c14\\u5df4\\u4e54\\u592b\", \"\\u620f\\u5b50\", \"\\u6218\\u4e89\", \"\\u6218\\u4e89\", \"\\u6218\\u4e89\", \"\\u6218\\u4e89\", \"\\u6253\\u4e2a\", \"\\u6253\\u4ed7\", \"\\u6253\\u5361\", \"\\u627f\\u8ba4\", \"\\u627f\\u8ba4\", \"\\u62dc\\u767b\", \"\\u62dc\\u767b\", \"\\u62dc\\u767b\", \"\\u62f3\\u5934\", \"\\u6307\\u6570\", \"\\u63a8\\u8350\", \"\\u63a8\\u8350\", \"\\u63e1\\u624b\", \"\\u641e\\u7b11\", \"\\u644a\\u624b\", \"\\u652f\\u6301\", \"\\u652f\\u6301\", \"\\u652f\\u6301\", \"\\u6536\\u62fe\", \"\\u653f\\u5e9c\", \"\\u6559\\u6388\", \"\\u65b0\\u95fb\", \"\\u65b0\\u95fb\", \"\\u65e0\\u4e3a\", \"\\u65e0\\u803b\", \"\\u65e5\\u672c\", \"\\u65e5\\u672c\", \"\\u65e5\\u672c\", \"\\u65e5\\u672c\", \"\\u665a\\u5b89\", \"\\u666e\\u4eac\", \"\\u666e\\u4eac\", \"\\u666e\\u4eac\", \"\\u666e\\u4eac\", \"\\u666e\\u4eac\", \"\\u6709\\u610f\\u601d\", \"\\u6709\\u75c5\", \"\\u671f\\u8d27\", \"\\u674e\\u7237\", \"\\u67e5\\u770b\", \"\\u67e5\\u770b\", \"\\u6a84\\u6587\", \"\\u6b27\\u6d32\", \"\\u6b27\\u6d32\", \"\\u6b27\\u6d32\", \"\\u6b27\\u6d32\", \"\\u6b63\\u6587\", \"\\u6b66\\u5668\", \"\\u6b66\\u5668\", \"\\u6bdb\\u5b50\", \"\\u6bdb\\u5b50\", \"\\u6c11\\u65cf\", \"\\u6c99\\u59c6\", \"\\u6c99\\u59c6\", \"\\u6ca1\\u4e8b\", \"\\u6ca1\\u60f3\\u5230\", \"\\u6ca1\\u60f3\\u5230\", \"\\u6cb9\\u4ef7\", \"\\u6d41\\u6c13\", \"\\u6d41\\u91cf\", \"\\u6d77\\u5cb8\", \"\\u6df1\\u610f\", \"\\u6df7\\u86cb\", \"\\u6e32\\u67d3\", \"\\u6e7f\\u7231\\u5410\\u69fd\", \"\\u6f02\\u4eae\", \"\\u6f02\\u4eae\", \"\\u6f14\\u5458\", \"\\u6f14\\u5458\", \"\\u6f14\\u620f\", \"\\u6f14\\u8bb2\\u7a3f\", \"\\u7092\\u80a1\\u7968\", \"\\u70ae\\u7070\", \"\\u70b9\\u51fb\", \"\\u718a\\u732b\", \"\\u725b\\u53d4\", \"\\u7279\\u5de5\", \"\\u72ec\\u7acb\", \"\\u72ec\\u7acb\", \"\\u730e\\u4eba\", \"\\u7406\\u7531\", \"\\u7406\\u7531\", \"\\u7406\\u7531\", \"\\u751f\\u610f\", \"\\u767d\\u7b49\", \"\\u767e\\u59d3\", \"\\u76f4\\u64ad\", \"\\u76f4\\u64ad\", \"\\u770b\\u4e0d\\u61c2\", \"\\u771f\\u6253\", \"\\u771f\\u6253\", \"\\u798f\\u6c14\", \"\\u7a0b\\u8001\", \"\\u7acb\\u573a\", \"\\u7b80\\u8981\", \"\\u7b97\\u6cd5\", \"\\u7c73\\u56fd\", \"\\u7d27\\u5f20\", \"\\u7d27\\u5f20\", \"\\u7d27\\u5f20\\u5c40\\u52bf\", \"\\u7d27\\u5f20\\u5c40\\u52bf\", \"\\u7d27\\u6025\\u4f1a\\u8bae\", \"\\u7edf\\u4e00\", \"\\u7f57\\u5ed6\\u592b\", \"\\u7f8e\\u5143\", \"\\u7f8e\\u519b\", \"\\u7f8e\\u56fd\", \"\\u7f8e\\u56fd\", \"\\u7f8e\\u56fd\", \"\\u7f8e\\u56fd\", \"\\u7f8e\\u56fd\", \"\\u7f8e\\u56fd\\u4f1a\", \"\\u7f8e\\u56fd\\u9a7b\\u534e\\u5927\\u4f7f\\u9986\", \"\\u7f8e\\u5e1d\", \"\\u7f8e\\u5e1d\", \"\\u7f8e\\u8054\\u50a8\", \"\\u7f8e\\u80a1\", \"\\u7ffb\\u8bd1\", \"\\u8001\\u5934\", \"\\u8001\\u5bb6\\u4f19\", \"\\u8001\\u5e08\", \"\\u8001\\u5e74\\u75f4\\u5446\", \"\\u8001\\u7f8e\", \"\\u8001\\u7f8e\", \"\\u80a1\\u5e02\", \"\\u80cc\\u540e\", \"\\u80cc\\u540e\", \"\\u8111\\u5b50\", \"\\u8131\\u4fd7\", \"\\u81ea\\u53e4\\u4ee5\\u6765\", \"\\u82cf\\u8054\", \"\\u82cf\\u8054\", \"\\u82cf\\u8054\", \"\\u843d\\u9b44\", \"\\u8499\\u53e4\", \"\\u84dd\\u5149\", \"\\u884c\\u60c5\", \"\\u8865\\u8bfe\", \"\\u8868\\u6f14\", \"\\u888b\\u9f20\", \"\\u897f\\u65b9\", \"\\u897f\\u65b9\", \"\\u897f\\u65b9\", \"\\u89c6\\u9891\", \"\\u89c6\\u9891\", \"\\u8bdd\\u7b52\", \"\\u8bf4\\u8bdd\", \"\\u8c22\\u8c22\", \"\\u8d22\\u7ecf\", \"\\u8d22\\u7ecf\", \"\\u8d76\\u7d27\", \"\\u8d76\\u7d27\", \"\\u8dcc\\u5e45\", \"\\u8fb9\\u5883\", \"\\u8fb9\\u5883\", \"\\u8fb9\\u5883\", \"\\u8fd9\\u8d27\", \"\\u8fdb\\u57ce\", \"\\u8fde\\u65af\\u57fa\", \"\\u9020\\u8c23\", \"\\u907f\\u9669\", \"\\u90e8\\u7f72\", \"\\u9119\\u89c6\", \"\\u914d\\u5408\", \"\\u914d\\u5408\", \"\\u914d\\u5408\", \"\\u914d\\u56fe\", \"\\u91d1\\u707f\\u8363\", \"\\u94fe\\u63a5\", \"\\u94fe\\u63a5\", \"\\u955c\\u5934\", \"\\u9605\\u8bfb\", \"\\u9610\\u660e\", \"\\u9634\\u9669\", \"\\u96c4\\u72ee\", \"\\u96c4\\u72ee\", \"\\u96ea\\u5bb9\\u878d\", \"\\u9707\\u8361\", \"\\u9709\\u56fd\", \"\\u971c\\u53f6\", \"\\u987f\\u5df4\\u65af\", \"\\u987f\\u6d85\\u8328\\u514b\", \"\\u9886\\u571f\", \"\\u9ec4\\u91d1\", \"\\u9ec4\\u9c7c\", \"\\u9f13\\u638c\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 3, 5, 6, 4, 2]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el1098023404835048325304534394\", ldavis_el1098023404835048325304534394_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://d3js.org/d3.v5\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el1098023404835048325304534394\", ldavis_el1098023404835048325304534394_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el1098023404835048325304534394\", ldavis_el1098023404835048325304534394_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cmath import pi\n",
    "from genericpath import exists\n",
    "from importlib.resources import path\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer\n",
    "from sklearn.decomposition import LatentDirichletAllocation\n",
    "import pandas as pd\n",
    "import jieba\n",
    "import numpy as np\n",
    "import pickle\n",
    "import os\n",
    "import re\n",
    "def stopwordslist():\n",
    "    data=pd.read_csv(\"./stopwords.csv\")\n",
    "    return set(data[\"stopword\"])\n",
    "\n",
    "def chinese_word_cut(mytext):\n",
    "    mytext = re.sub(u'[^\\u4e00-\\u9fa5]',' ',mytext)\n",
    "    text = jieba.cut(mytext, cut_all=False)\n",
    "    return text\n",
    "def print_top_words(model, feature_names, n_top_words):\n",
    "    for topic_idx, topic in enumerate(model.components_):\n",
    "        print(\"Topic #%d:\" % topic_idx)\n",
    "        print(\" \".join([feature_names[i]\n",
    "                        for i in topic.argsort()[:-n_top_words - 1:-1]]))\n",
    "        print()\n",
    "\n",
    "\n",
    "\n",
    "df = pd.read_csv(\"./ldaoutput.csv\",encoding=\"utf-8\")\n",
    "df=df.fillna('')\n",
    "\n",
    "stopwords = stopwordslist()\n",
    "dups=[]\n",
    "for index,row in df.iterrows():\n",
    "    cutwords=set(chinese_word_cut(row[\"content\"]))\n",
    "    dup=cutwords-stopwords\n",
    "    dups.append(\" \".join(list(dup)))\n",
    "df[\"content_cutted\"]=dups\n",
    "\n",
    "n_features = 1000\n",
    "tf_vectorizer = TfidfVectorizer()\n",
    "\n",
    "tf = tf_vectorizer.fit_transform(dups)\n",
    "\n",
    "\n",
    "n_topics = 6\n",
    "lda = LatentDirichletAllocation(n_components=n_topics, max_iter=100,\n",
    "                                learning_method='online',\n",
    "                                learning_offset=10.,\n",
    "                                learning_decay=0.8,\n",
    "                                batch_size=256,\n",
    "                                evaluate_every=50,\n",
    "                                random_state=0)\n",
    "if not os.path.exists(\"lda.pkl\"):\n",
    "    lda.fit(tf)\n",
    "    pickle.dump(lda, open(\"lda.pkl\", \"wb\"))\n",
    "else:\n",
    "    lda = pickle.load(open(\"lda.pkl\", \"rb\"))\n",
    "    \n",
    "n_top_words = 15\n",
    "tf_feature_names = tf_vectorizer.get_feature_names()\n",
    "\n",
    "print_top_words(lda, tf_feature_names, n_top_words)\n",
    "X_new = lda.transform(tf)\n",
    "\n",
    "topic_idx = [x_i.argmax() for x_i in X_new]\n",
    "from collections import Counter\n",
    "cnt = Counter(topic_idx)\n",
    "print(cnt)\n",
    "df[\"topic_idx\"] = topic_idx\n",
    "df.to_csv(\"out_lda.csv\")\n",
    "\n",
    "import pyLDAvis\n",
    "import pyLDAvis.sklearn\n",
    "data = pyLDAvis.sklearn.prepare(lda, tf, tf_vectorizer)\n",
    "pyLDAvis.display(data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
